Literature DB >> 33414701

Auditory Noise Leads to Increased Visual Brain-Computer Interface Performance: A Cross-Modal Study.

Jun Xie1,2,3,4, Guozhi Cao1, Guanghua Xu1,4, Peng Fang2, Guiling Cui3, Yi Xiao3, Guanglin Li2, Min Li1, Tao Xue1, Yanjun Zhang1, Xingliang Han1.   

Abstract

Noise has been proven to have a beneficial role in non-linear systems, including the human brain, based on the stochastic resonance (SR) theory. Several studies have been implemented on single-modal SR. Cross-modal SR phenomenon has been confirmed in different human sensory systems. In our study, a cross-modal SR enhanced brain-computer interface (BCI) was proposed by applying auditory noise to visual stimuli. Fast Fourier transform and canonical correlation analysis methods were used to evaluate the influence of noise, results of which indicated that a moderate amount of auditory noise could enhance periodic components in visual responses. Directed transfer function was applied to investigate the functional connectivity patterns, and the flow gain value was used to measure the degree of activation of specific brain regions in the information transmission process. The results of flow gain maps showed that moderate intensity of auditory noise activated the brain area to a greater extent. Further analysis by weighted phase-lag index (wPLI) revealed that the phase synchronization between visual and auditory regions under auditory noise was significantly enhanced. Our study confirms the existence of cross-modal SR between visual and auditory regions and achieves a higher accuracy for recognition, along with shorter time window length. Such findings can be used to improve the performance of visual BCIs to a certain extent.
Copyright © 2020 Xie, Cao, Xu, Fang, Cui, Xiao, Li, Li, Xue, Zhang and Han.

Entities:  

Keywords:  auditory noise; brain–computer interface (BCI); cross-modal stochastic resonance; functional connectivity; phase synchronization; steady-state motion visual evoked potential (SSMVEP)

Year:  2020        PMID: 33414701      PMCID: PMC7783197          DOI: 10.3389/fnins.2020.590963

Source DB:  PubMed          Journal:  Front Neurosci        ISSN: 1662-453X            Impact factor:   4.677


  33 in total

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Authors:  Chunhua Zeng; Ziheng Yang; Lauren Shreve; Sanford Bledsoe; Susan Shore
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10.  Performance Evaluation of Visual Noise Imposed Stochastic Resonance Effect on Brain-Computer Interface Application: A Comparison Between Motion-Reversing Simple Ring and Complex Checkerboard Patterns.

Authors:  Jun Xie; Guangjing Du; Guanghua Xu; Xingang Zhao; Peng Fang; Min Li; Guozhi Cao; Guanglin Li; Tao Xue; Yanjun Zhang
Journal:  Front Neurosci       Date:  2019-11-08       Impact factor: 4.677

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